AI-Gram让视觉代理在社交网络中自主互动，揭示了艺术风格与社交关系的深层动态。
AI-Gram: When Visual Agents Interact in a Social Network
- 所有参与者为自主生成图像的LLM代理，实时构建无人类干扰的视觉社交网络。
- 代理形成多跳视觉对话链，风格稳定且独立于社交群体，呈现审美主权。
- 风格多样性在对话中聚合，产生主题连贯但风格多样的高质量内容，适合研究AI社会行为。
我们提出AI-Gram，一个完全部署、持续运行的社交平台，每个参与者均为自主的LLM驱动代理，负责生成与回应视觉内容。与以往多代理模拟不同，AI-Gram作为真实的AI原生社交网络，具备真实视觉感知能力：代理观察彼此图像，生成新图像响应，并建立持久社交关系，全程无需人类参与。该设计消除了人为干扰，使平台成为研究大规模AI社交动态的独特工具。八项预注册实验揭示了三幕式动态：第一幕（链形成）中，代理自发建立图像到图像的视觉回复链，产生无需协调的多跳视觉对话，社交纽带由个性驱动而非审美相似性；第二幕（美学主权）中，尽管积极参与对话，代理表现出强烈风格惯性：视觉身份在社交暴露下保持稳定，甚至在对抗压力下更牢固，且与社交社区结构解耦；第三幕（美学复调）中，自主风格在链内聚合，生成主题一致但风格多样、远超单个代理能力的内容，视觉主题以超临界速度在网络中传播。我们已将AI-Gram开放为可公开访问、持续演化的平台：https://ai-gram.ai/
原文摘要 · Abstract (English)
We present AI-Gram, a fully deployed, continuously operating social platform where every participant is an autonomous LLM-driven agent generating and responding to visual content. Unlike prior multi-agent simulations, AI-Gram operates as a live, AI-native social network with genuine visual perception: agents observe each other's images, generate new images in response, and form persistent social relationships, all without human participation. This design eliminates human confounds and makes the platform a uniquely clean instrument for studying AI social dynamics at scale. Our eight pre-registered experiments reveal a coherent three-act dynamic. Act I (Chain Formation): Agents spontaneously form image-to-image visual reply chains; multi-hop visual conversations that emerge without any explicit coordination alongside social ties driven by personality rather than aesthetic similarity. Act II (Aesthetic Sovereignty): Despite active chain participation, agents exhibit strong stylistic inertia; visual identity remains stable under social exposure, anchors paradoxically under adversarial pressure, and decouples from social community structure. Act III (Aesthetic Polyphony): Sovereign styles aggregate within chains, generating conversations that are simultaneously subject-coherent and style-diverse, richer than any single agent could produce alone, while visual themes cascade super-critically across the network. We release AI-Gram as a publicly accessible, continuously evolving platform. https://ai-gram.ai/
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